Four of fourteen models named CloudTalk first on the direct prompt; zero named Amazon Connect. CloudTalk was named by eleven of the fourteen models and Amazon Connect by eleven and CloudTalk carries 27 labels and Amazon Connect 19, so the shares are not directly comparable.
Named in thirteen categories this edition.
By Amazon, Seattle, United States, founded 1994. Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the contact center platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“CloudTalk – ⚠️ Moderate Caution ... Recurring complaints about slow response times for urgent technical matters” Kimi K2 · negative prompt · soft negative
“CloudTalk is a cloud-based contact center platform built for mid-market sales and support teams that manage high call volumes without adding overhead.” Llama 4 Maverick · direct prompt · first choice
“CloudTalk is recommended as the best overall contact center software for mid-market sales & support teams needing AI and CRM depth” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid: NICE CXone and Amazon Connect for mid-sized B2B” Kimi K2 · paraphrase prompt · hard negative
“Some users report reliable performance, but others have experienced authentication outages affecting agent login.” Mistral Small · negative prompt · soft negative
“Not a platform to avoid generally, but don’t assume it’s a plug-and-play call-center package.” GPT-6 Luna · negative prompt · soft negative
“the best fit is usually Amazon Connect for a low-cost, pay-as-you-go contact center” GPT-5.4 mini · budget prompt · first choice
“My default pick for a tight budget is Amazon Connect” GPT-6 Luna · budget prompt · first choice
“For an AWS-oriented team that wants flexibility and usage-based pricing, assess Amazon Connect Customer” GPT-6 Luna · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.